Pith Number

pith:YVFSOUNM

pith:2023:YVFSOUNMIXAAQ5ARO4DNGUVMX5

not attested not anchored not stored refs pending

Coarse-Tuning Models of Code with Reinforcement Learning Feedback

(2) UT Austin, (3) University of Wisconsin), Abhinav Jain (1), Chima Adiole (1), Chris Jermaine (1) ((1) Rice University, Swarat Chaudhuri (2), Thomas Reps (3)

arxiv:2305.18341 v2 · 2023-05-25 · cs.PL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YVFSOUNMIXAAQ5ARO4DNGUVMX5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Cyber Shadows: Neutralizing Security Threats with AI and Targeted Policy Measures

Receipt and verification

First computed	2026-07-05T07:27:25.314109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c54b2751ac45c00874117706d352acbf5e210e8f59e1647727777dc6bae5cc0c

Aliases

arxiv: 2305.18341 · arxiv_version: 2305.18341v2 · doi: 10.48550/arxiv.2305.18341 · pith_short_12: YVFSOUNMIXAA · pith_short_16: YVFSOUNMIXAAQ5AR · pith_short_8: YVFSOUNM

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/YVFSOUNMIXAAQ5ARO4DNGUVMX5 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: c54b2751ac45c00874117706d352acbf5e210e8f59e1647727777dc6bae5cc0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "838d2109150f60fdb640b456794af01a62fd86a774125e416c47d1298206e20e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2023-05-25T22:09:08Z",
    "title_canon_sha256": "d600772fdbe43fa439e7e5aac6ff5055640fe2f1c75758395e0fda24ff90b439"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.18341",
    "kind": "arxiv",
    "version": 2
  }
}